Looks like the answer is to go into Preferences->Profiles->Keys
and load preset of: xterm with numeric keypad.

You will lose any default key mappings that you already set in your iTerm profile already, so you may want to do this in a brand new profile so you can bring over your old mappings to the new profile and not outright lose them like I just did.

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